Not Very Resilient

Last Update: 11/4/2026

AI Resilience Score for Weighers & Measurers:

28.5%

Median Score

Meaningful human contribution

Low

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Methodology and Scoring Rationale

To score how resilient weighing, measuring, and recordkeeping work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from six AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, OpenAI Signals, and Google ATLAS. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For weighers and measurers, 8 of 9 sources had data, and most agreed this role faces heavy AI exposure: AI Resilience Model, Will Robots Take My Job, and OpenAI Signals all rated it low on resilience, while Microsoft stood out as the lone high rating. Demand and pay signals were weak across the board, landing the score at "Not Very Resilient."

AI Resilience Report forWeighers, Measurers, Checkers, and Samplers, Recordkeeping

$46,380 median salary•4,700 annual openings•SOC Code: 43-5111.00

Weighers, Measurers, Checkers, and Samplers, Recordkeeping are less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

This career is labeled "Not Very Resilient" because the core tasks, weighing, measuring, checking products, and logging records, are exactly the kind of repetitive, rule-based work that AI and computer vision systems are designed to handle. Automated inspection cameras can now spot defects, count items, and record data faster and more accurately than humans, and the Bureau of Labor Statistics projects a 6 percent decline in employment for these roles from 2025 to 2035.

Learn more about how you can thrive in this position

This role is not very resilient

This career is labeled "Not Very Resilient" because the core tasks, weighing, measuring, checking products, and logging records, are exactly the kind of repetitive, rule-based work that AI and computer vision systems are designed to handle. Automated inspection cameras can now spot defects, count items, and record data faster and more accurately than humans, and the Bureau of Labor Statistics projects a 6 percent decline in employment for these roles from 2025 to 2035.

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Analysis of current AI resilience

Weighers & Measurers

Updated quarterly

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More Career Info

Career: Weighers, Measurers, Checkers, and Samplers, Recordkeeping

They ensure products meet standards by weighing, measuring, and checking them, then recording the results to keep everything accurate and organized.

Alternate Titles

Fluid Operator · Inventory Specialist · Quality Assurance Inspector (QA Inspector) · Temperature Taker · Cycle Counter · Scale Operator · Supply Clerk

Employment & Wage Data

Median Wage

$46,380

Jobs (2025)

53,600

Growth (2025-35)

-4.8%

Annual Openings

4,700

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

82% ResilienceSupplemental

Unload or unpack incoming shipments.

2

80% ResilienceCore Task

Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.

3

70% ResilienceCore Task

Collect product samples and prepare them for laboratory analysis or testing.

4

70% ResilienceSupplemental

Transport materials, products, or samples to processing, shipping, or storage areas, manually or using conveyors, pumps, or hand trucks.

5

65% ResilienceCore Task

Collect or prepare measurement, weight, or identification labels and attach them to products.

6

62% ResilienceSupplemental

Fill orders for products and samples, following order tickets, and forward or mail items.

7

60% ResilienceCore Task

Signal or instruct other workers to weigh, move, or check products.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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